{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hikyuu 交互式工具示例\n",
    "=============="
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1、引入交互式工具\n",
    "-----------------\n",
    "需从hikyuu.interactive.interactive引入，而不是直接从hikyuu库中引入（hikyuu是一个库，可用于编制其他的工具，而hikyuu.interactive.interactive是基于hikyuu库实现的交互式探索工具）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 15.9 s\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "%time from hikyuu.interactive.interactive import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2、创建交易系统并运行\n",
    "--------------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#创建模拟交易账户进行回测，初始资金30万\n",
    "my_tm = crtTM(initCash = 300000)\n",
    "\n",
    "#创建信号指示器（以5日EMA为快线，5日EMA自身的10日EMA最为慢线，快线向上穿越慢线时买入，反之卖出）\n",
    "my_sg = SG_Flex(OP(EMA(n=5)), slow_n=10)\n",
    "\n",
    "#固定每次买入1000股\n",
    "my_mm = MM_FixedCount(1000)\n",
    "\n",
    "#创建交易系统并运行\n",
    "sys = SYS_Simple(tm = my_tm, sg = my_sg, mm = my_mm)\n",
    "sys.run(sm['sz000001'], Query(-150))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "3、绘制曲线观察\n",
    "---------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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hNtYkXp9/nv8REWHWd+tmkrFly0wsQ4ea69SqFXTvDmvX5i/3nnvA29sk79275yV4//63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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x28ff8d0da20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘制系统信号\n",
    "sys.plot()\n",
    "\n",
    "k = sm['sz000001'].getKData(Query(-150))\n",
    "c = CLOSE(k)\n",
    "fast = EMA(c, 5)\n",
    "slow = EMA(fast, 10)\n",
    "\n",
    "#绘制信号指示器使用两个指标\n",
    "fast.plot(new=False)\n",
    "slow.plot(new=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "4、绘制资金收益曲线\n",
    "---------------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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h5e1eqbxakW3S+C0AGOjwIuB2oDforun1DrsNAx0enJtPNe1MjfDcdBylsjKPN1sw/sU0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\n1Ilk4QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x28ff8d0d6d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘制资金收益曲线\n",
    "x = my_tm.getProfitCurve(k.getDatetimeList(), KQuery.DAY)\n",
    "x = PRICELIST(x)\n",
    "x.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "5、回测统计报告\n",
    "----------------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "帐户初始金额: 300000.00\n",
      "累计投入本金: 300000.00\n",
      "累计投入资产: 0.00\n",
      "累计借入现金: 0.00\n",
      "累计借入资产: 0.00\n",
      "累计红利: 0.00\n",
      "现金余额: 291120.00\n",
      "未平仓头寸净值: 9150.00\n",
      "当前总资产: 300270.00\n",
      "已平仓交易总成本: 0.00\n",
      "已平仓净利润总额: 200.00\n",
      "单笔交易最大占用现金比例%: 3.15\n",
      "交易平均占用现金比例%: 3.04\n",
      "已平仓帐户收益率%: 0.07\n",
      "帐户年复合收益率%: 0.16\n",
      "帐户平均年收益率%: 0.16\n",
      "赢利交易赢利总额: 510.00\n",
      "亏损交易亏损总额: -310.00\n",
      "已平仓交易总数: 5.00\n",
      "赢利交易数: 2.00\n",
      "亏损交易数: 3.00\n",
      "赢利交易比例%: 40.00\n",
      "赢利期望值: 40.00\n",
      "赢利交易平均赢利: 255.00\n",
      "亏损交易平均亏损: -103.33\n",
      "平均赢利/平均亏损比例: 2.47\n",
      "净赢利/亏损比例: 1.65\n",
      "最大单笔赢利: 260.00\n",
      "最大单笔亏损: -190.00\n",
      "赢利交易平均持仓时间: 38.00\n",
      "赢利交易最大持仓时间: 46.00\n",
      "亏损交易平均持仓时间: 2.00\n",
      "亏损交易最大持仓时间: 4.00\n",
      "空仓总时间: 127.00\n",
      "空仓时间/总时间%: 60.00\n",
      "平均空仓时间: 25.00\n",
      "最长空仓时间: 57.00\n",
      "最大连续赢利笔数: 1.00\n",
      "最大连续亏损笔数: 2.00\n",
      "最大连续赢利金额: 260.00\n",
      "最大连续亏损金额: -280.00\n",
      "R乘数期望值: 0.01\n",
      "交易机会频率/年: 8.77\n",
      "年度期望R乘数: 0.09\n",
      "赢利交易平均R乘数: 0.03\n",
      "亏损交易平均R乘数: -0.01\n",
      "最大单笔赢利R乘数: 0.03\n",
      "最大单笔亏损R乘数: -0.02\n",
      "最大连续赢利R乘数: 0.03\n",
      "最大连续亏损R乘数: -0.02\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#回测统计\n",
    "per = Performance()\n",
    "print(per.report(my_tm, Datetime(datetime.today())))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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